I have found the answer so no worries.
For reference of anyone else searching for this The color of buttons (including the open toggle) can be found in Theme Options, Shortcodes, Button. And you can change the color of the button by adjusting the color of the bottom and the top of the button as the same color or it allows you to shade it from one color to another.